Issue Ownership by Canadian Political Parties 1953-2001
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Issue ownership refers to political parties' recognized capacity or reputation to deal competently with a number of issues and problems. Canadian perceptions of party competence in five issue areas are examined: unemployment, inflation, national unity, public finance management and international affairs. Using aggregate-level Gallup poll data from a 50-year period, the study shows not only that Canadians distinguish between federal parties based on their issue-handling capabilities, but also that party images are not impervious to change. Two particular moments of realignment in party images are identified: the beginning of the 1960s, and the early 1990s. The image of the federal Liberal party clearly benefited from both periods. Beyond the expected projection effect of party popularity, two factors are shown to account at least partially for these variations over time in issue ownership. The parties' performance while in office and the arrival of new competitors within the party system in the 1993 election are both found to significantly affect perceptions of party competence in Canada.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it